Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 117 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 14.8 KiB |
| Average record size in memory | 129.1 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 12 |
partition has constant value "0.0" | Constant |
model has a high cardinality: 116 distinct values | High cardinality |
sales is highly overall correlated with lnsales | High correlation |
resale is highly overall correlated with price and 5 other fields | High correlation |
price is highly overall correlated with resale and 5 other fields | High correlation |
engine_s is highly overall correlated with resale and 8 other fields | High correlation |
horsepow is highly overall correlated with resale and 7 other fields | High correlation |
wheelbas is highly overall correlated with engine_s and 4 other fields | High correlation |
width is highly overall correlated with engine_s and 6 other fields | High correlation |
length is highly overall correlated with engine_s and 5 other fields | High correlation |
curb_wgt is highly overall correlated with resale and 9 other fields | High correlation |
fuel_cap is highly overall correlated with resale and 9 other fields | High correlation |
mpg is highly overall correlated with resale and 7 other fields | High correlation |
lnsales is highly overall correlated with sales | High correlation |
type is highly overall correlated with curb_wgt and 2 other fields | High correlation |
model is uniformly distributed | Uniform |
sales has unique values | Unique |
Reproduction
| Analysis started | 2023-03-11 21:36:12.693723 |
|---|---|
| Analysis finished | 2023-03-11 21:36:31.556500 |
| Duration | 18.86 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
manufact
Categorical
| Distinct | 26 |
|---|---|
| Distinct (%) | 22.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| Ford | |
|---|---|
| Dodge | |
| Chevrolet | |
| Toyota | |
| Mitsubishi | 7 |
| Other values (21) |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 6.8290598 |
| Min length | 3 |
Characters and Unicode
| Total characters | 799 |
|---|---|
| Distinct characters | 42 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.9% |
Sample
| 1st row | Acura |
|---|---|
| 2nd row | Acura |
| 3rd row | Acura |
| 4th row | Audi |
| 5th row | Audi |
Common Values
| Value | Count | Frequency (%) |
| Ford | 10 | 8.5% |
| Dodge | 9 | 7.7% |
| Chevrolet | 8 | 6.8% |
| Toyota | 8 | 6.8% |
| Mitsubishi | 7 | 6.0% |
| Mercury | 6 | 5.1% |
| Chrysler | 5 | 4.3% |
| Honda | 5 | 4.3% |
| Pontiac | 5 | 4.3% |
| Nissan | 5 | 4.3% |
| Other values (16) | 49 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ford | 10 | 8.5% |
| dodge | 9 | 7.7% |
| chevrolet | 8 | 6.8% |
| toyota | 8 | 6.8% |
| mitsubishi | 7 | 6.0% |
| mercury | 6 | 5.1% |
| chrysler | 5 | 4.3% |
| honda | 5 | 4.3% |
| pontiac | 5 | 4.3% |
| nissan | 5 | 4.3% |
| Other values (16) | 49 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 73 | 9.1% |
| o | 70 | 8.8% |
| r | 53 | 6.6% |
| i | 53 | 6.6% |
| s | 48 | 6.0% |
| a | 43 | 5.4% |
| d | 41 | 5.1% |
| l | 37 | 4.6% |
| n | 36 | 4.5% |
| u | 35 | 4.4% |
| Other values (32) | 310 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 670 | |
| Uppercase Letter | 125 | 15.6% |
| Dash Punctuation | 4 | 0.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 73 | |
| o | 70 | 10.4% |
| r | 53 | 7.9% |
| i | 53 | 7.9% |
| s | 48 | 7.2% |
| a | 43 | 6.4% |
| d | 41 | 6.1% |
| l | 37 | 5.5% |
| n | 36 | 5.4% |
| u | 35 | 5.2% |
| Other values (14) | 181 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 19 | |
| C | 16 | |
| P | 11 | |
| B | 10 | |
| F | 10 | |
| D | 9 | 7.2% |
| H | 8 | 6.4% |
| T | 8 | 6.4% |
| A | 6 | 4.8% |
| N | 5 | 4.0% |
| Other values (7) | 23 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 795 | |
| Common | 4 | 0.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 73 | 9.2% |
| o | 70 | 8.8% |
| r | 53 | 6.7% |
| i | 53 | 6.7% |
| s | 48 | 6.0% |
| a | 43 | 5.4% |
| d | 41 | 5.2% |
| l | 37 | 4.7% |
| n | 36 | 4.5% |
| u | 35 | 4.4% |
| Other values (31) | 306 |
Common
| Value | Count | Frequency (%) |
| - | 4 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 799 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 73 | 9.1% |
| o | 70 | 8.8% |
| r | 53 | 6.6% |
| i | 53 | 6.6% |
| s | 48 | 6.0% |
| a | 43 | 5.4% |
| d | 41 | 5.1% |
| l | 37 | 4.6% |
| n | 36 | 4.5% |
| u | 35 | 4.4% |
| Other values (32) | 310 |
model
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 116 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| Neon | 2 |
|---|---|
| Grand Marquis | 1 |
| Cutlass | 1 |
| Pathfinder | 1 |
| Quest | 1 |
| Other values (111) |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 6.8974359 |
| Min length | 2 |
Characters and Unicode
| Total characters | 807 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 115 ? |
|---|---|
| Unique (%) | 98.3% |
Sample
| 1st row | Integra |
|---|---|
| 2nd row | TL |
| 3rd row | RL |
| 4th row | A4 |
| 5th row | A6 |
Common Values
| Value | Count | Frequency (%) |
| Neon | 2 | 1.7% |
| Grand Marquis | 1 | 0.9% |
| Cutlass | 1 | 0.9% |
| Pathfinder | 1 | 0.9% |
| Quest | 1 | 0.9% |
| Maxima | 1 | 0.9% |
| Altima | 1 | 0.9% |
| Sentra | 1 | 0.9% |
| SL-Class | 1 | 0.9% |
| S-Class | 1 | 0.9% |
| Other values (106) | 106 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| grand | 4 | 3.0% |
| ram | 3 | 2.2% |
| neon | 2 | 1.5% |
| sebring | 2 | 1.5% |
| carrera | 2 | 1.5% |
| coupe | 2 | 1.5% |
| montero | 2 | 1.5% |
| cherokee | 2 | 1.5% |
| a8 | 1 | 0.7% |
| 328i | 1 | 0.7% |
| Other values (113) | 113 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 83 | 10.3% |
| r | 76 | 9.4% |
| e | 71 | 8.8% |
| o | 49 | 6.1% |
| n | 48 | 5.9% |
| i | 41 | 5.1% |
| t | 41 | 5.1% |
| C | 35 | 4.3% |
| l | 31 | 3.8% |
| s | 28 | 3.5% |
| Other values (46) | 304 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 601 | |
| Uppercase Letter | 156 | 19.3% |
| Decimal Number | 26 | 3.2% |
| Space Separator | 17 | 2.1% |
| Dash Punctuation | 6 | 0.7% |
| Other Punctuation | 1 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 83 | |
| r | 76 | |
| e | 71 | |
| o | 49 | |
| n | 48 | |
| i | 41 | 6.8% |
| t | 41 | 6.8% |
| l | 31 | 5.2% |
| s | 28 | 4.7% |
| u | 24 | 4.0% |
| Other values (15) | 109 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 35 | |
| S | 20 | |
| A | 12 | 7.7% |
| M | 11 | 7.1% |
| L | 9 | 5.8% |
| R | 9 | 5.8% |
| G | 9 | 5.8% |
| E | 8 | 5.1% |
| V | 8 | 5.1% |
| P | 7 | 4.5% |
| Other values (11) | 28 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 3 | 5 | |
| 4 | 4 | 15.4% |
| 8 | 3 | 11.5% |
| 2 | 2 | 7.7% |
| 5 | 1 | 3.8% |
| 6 | 1 | 3.8% |
Space Separator
| Value | Count | Frequency (%) |
| 17 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 6 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 757 | |
| Common | 50 | 6.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 83 | 11.0% |
| r | 76 | 10.0% |
| e | 71 | 9.4% |
| o | 49 | 6.5% |
| n | 48 | 6.3% |
| i | 41 | 5.4% |
| t | 41 | 5.4% |
| C | 35 | 4.6% |
| l | 31 | 4.1% |
| s | 28 | 3.7% |
| Other values (36) | 254 |
Common
| Value | Count | Frequency (%) |
| 17 | ||
| 0 | 10 | |
| - | 6 | 12.0% |
| 3 | 5 | 10.0% |
| 4 | 4 | 8.0% |
| 8 | 3 | 6.0% |
| 2 | 2 | 4.0% |
| . | 1 | 2.0% |
| 5 | 1 | 2.0% |
| 6 | 1 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 807 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 83 | 10.3% |
| r | 76 | 9.4% |
| e | 71 | 8.8% |
| o | 49 | 6.1% |
| n | 48 | 5.9% |
| i | 41 | 5.1% |
| t | 41 | 5.1% |
| C | 35 | 4.3% |
| l | 31 | 3.8% |
| s | 28 | 3.5% |
| Other values (46) | 304 |
sales
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 117 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.112316 |
| Minimum | 0.11 |
|---|---|
| Maximum | 540.561 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0.11 |
|---|---|
| 5-th percentile | 3.022 |
| Q1 | 16.767 |
| median | 32.299 |
| Q3 | 76.029 |
| 95-th percentile | 221.9322 |
| Maximum | 540.561 |
| Range | 540.451 |
| Interquartile range (IQR) | 59.262 |
Descriptive statistics
| Standard deviation | 75.058933 |
|---|---|
| Coefficient of variation (CV) | 1.2697681 |
| Kurtosis | 14.676451 |
| Mean | 59.112316 |
| Median Absolute Deviation (MAD) | 23.068 |
| Skewness | 3.1699938 |
| Sum | 6916.141 |
| Variance | 5633.8435 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.919 | 1 | 0.9% |
| 81.174 | 1 | 0.9% |
| 1.112 | 1 | 0.9% |
| 42.574 | 1 | 0.9% |
| 27.308 | 1 | 0.9% |
| 79.853 | 1 | 0.9% |
| 88.094 | 1 | 0.9% |
| 42.643 | 1 | 0.9% |
| 3.311 | 1 | 0.9% |
| 16.774 | 1 | 0.9% |
| Other values (107) | 107 |
| Value | Count | Frequency (%) |
| 0.11 | 1 | |
| 0.916 | 1 | |
| 1.112 | 1 | |
| 1.28 | 1 | |
| 1.38 | 1 | |
| 1.866 | 1 | |
| 3.311 | 1 | |
| 4.734 | 1 | |
| 5.223 | 1 | |
| 5.24 | 1 |
| Value | Count | Frequency (%) |
| 540.561 | 1 | |
| 276.747 | 1 | |
| 247.994 | 1 | |
| 245.815 | 1 | |
| 230.902 | 1 | |
| 227.061 | 1 | |
| 220.65 | 1 | |
| 199.685 | 1 | |
| 181.749 | 1 | |
| 157.04 | 1 |
resale
Real number (ℝ)
| Distinct | 114 |
|---|---|
| Distinct (%) | 97.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.031538 |
| Minimum | 5.16 |
|---|---|
| Maximum | 67.55 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 5.16 |
|---|---|
| 5-th percentile | 7.845 |
| Q1 | 11.24 |
| median | 14.01 |
| Q3 | 19.875 |
| 95-th percentile | 41.29 |
| Maximum | 67.55 |
| Range | 62.39 |
| Interquartile range (IQR) | 8.635 |
Descriptive statistics
| Standard deviation | 11.605632 |
|---|---|
| Coefficient of variation (CV) | 0.64362962 |
| Kurtosis | 5.64035 |
| Mean | 18.031538 |
| Median Absolute Deviation (MAD) | 3.8 |
| Skewness | 2.2909972 |
| Sum | 2109.69 |
| Variance | 134.6907 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.75 | 2 | 1.7% |
| 12.025 | 2 | 1.7% |
| 16.575 | 2 | 1.7% |
| 11.03 | 1 | 0.9% |
| 15.38 | 1 | 0.9% |
| 15.125 | 1 | 0.9% |
| 11.295 | 1 | 0.9% |
| 8.45 | 1 | 0.9% |
| 58.6 | 1 | 0.9% |
| 50.375 | 1 | 0.9% |
| Other values (104) | 104 |
| Value | Count | Frequency (%) |
| 5.16 | 1 | |
| 5.86 | 1 | |
| 7.425 | 1 | |
| 7.75 | 2 | |
| 7.825 | 1 | |
| 7.85 | 1 | |
| 8.325 | 1 | |
| 8.45 | 1 | |
| 8.8 | 1 | |
| 8.835 | 1 |
| Value | Count | Frequency (%) |
| 67.55 | 1 | |
| 60.625 | 1 | |
| 58.6 | 1 | |
| 58.47 | 1 | |
| 50.375 | 1 | |
| 41.45 | 1 | |
| 41.25 | 1 | |
| 40.375 | 1 | |
| 39 | 1 | |
| 36.225 | 1 |
type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 351 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 88 | |
| 1.0 | 29 | 24.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 88 | |
| 1.0 | 29 | 24.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 205 | |
| . | 117 | |
| 1 | 29 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 234 | |
| Other Punctuation | 117 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 205 | |
| 1 | 29 | 12.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 117 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 351 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 205 | |
| . | 117 | |
| 1 | 29 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 351 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 205 | |
| . | 117 | |
| 1 | 29 | 8.3% |
price
Real number (ℝ)
| Distinct | 116 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.969487 |
| Minimum | 9.235 |
|---|---|
| Maximum | 82.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 9.235 |
|---|---|
| 5-th percentile | 12.066 |
| Q1 | 16.98 |
| median | 21.665 |
| Q3 | 29.465 |
| 95-th percentile | 55.604 |
| Maximum | 82.6 |
| Range | 73.365 |
| Interquartile range (IQR) | 12.485 |
Descriptive statistics
| Standard deviation | 14.149699 |
|---|---|
| Coefficient of variation (CV) | 0.54485864 |
| Kurtosis | 4.152498 |
| Mean | 25.969487 |
| Median Absolute Deviation (MAD) | 5.27 |
| Skewness | 1.9449098 |
| Sum | 3038.43 |
| Variance | 200.21399 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.64 | 2 | 1.7% |
| 22.605 | 1 | 0.9% |
| 18.145 | 1 | 0.9% |
| 29.299 | 1 | 0.9% |
| 26.399 | 1 | 0.9% |
| 26.249 | 1 | 0.9% |
| 20.39 | 1 | 0.9% |
| 13.499 | 1 | 0.9% |
| 82.6 | 1 | 0.9% |
| 69.7 | 1 | 0.9% |
| Other values (106) | 106 |
| Value | Count | Frequency (%) |
| 9.235 | 1 | |
| 9.699 | 1 | |
| 10.685 | 1 | |
| 11.528 | 1 | |
| 11.799 | 1 | |
| 12.05 | 1 | |
| 12.07 | 1 | |
| 12.535 | 1 | |
| 12.64 | 2 | |
| 12.885 | 1 |
| Value | Count | Frequency (%) |
| 82.6 | 1 | |
| 74.97 | 1 | |
| 71.02 | 1 | |
| 69.725 | 1 | |
| 69.7 | 1 | |
| 62 | 1 | |
| 54.005 | 1 | |
| 51.728 | 1 | |
| 49.9 | 1 | |
| 45.705 | 1 |
engine_s
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 24.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0487179 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 2.2 |
| median | 3 |
| Q3 | 3.8 |
| 95-th percentile | 4.6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.0551692 |
|---|---|
| Coefficient of variation (CV) | 0.34610259 |
| Kurtosis | 2.9905609 |
| Mean | 3.0487179 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 1.1226249 |
| Sum | 356.7 |
| Variance | 1.113382 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 2 | 14 | 12.0% |
| 3 | 11 | 9.4% |
| 1.8 | 8 | 6.8% |
| 3.8 | 8 | 6.8% |
| 4.6 | 8 | 6.8% |
| 2.4 | 8 | 6.8% |
| 2.5 | 8 | 6.8% |
| 4 | 6 | 5.1% |
| 3.5 | 5 | 4.3% |
| 3.4 | 5 | 4.3% |
| Other values (19) | 36 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.9% |
| 1.5 | 1 | 0.9% |
| 1.6 | 1 | 0.9% |
| 1.8 | 8 | |
| 1.9 | 3 | 2.6% |
| 2 | 14 | |
| 2.2 | 2 | 1.7% |
| 2.3 | 2 | 1.7% |
| 2.4 | 8 | |
| 2.5 | 8 |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.9% |
| 5.7 | 1 | 0.9% |
| 5.2 | 1 | 0.9% |
| 5 | 1 | 0.9% |
| 4.7 | 1 | 0.9% |
| 4.6 | 8 | |
| 4.3 | 2 | 1.7% |
| 4.2 | 1 | 0.9% |
| 4 | 6 | |
| 3.9 | 2 | 1.7% |
horsepow
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 48.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.28205 |
| Minimum | 55 |
|---|---|
| Maximum | 450 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 55 |
|---|---|
| 5-th percentile | 112.4 |
| Q1 | 140 |
| median | 175 |
| Q3 | 210 |
| 95-th percentile | 292 |
| Maximum | 450 |
| Range | 395 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 58.591786 |
|---|---|
| Coefficient of variation (CV) | 0.32320787 |
| Kurtosis | 3.1905199 |
| Mean | 181.28205 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 1.2168365 |
| Sum | 21210 |
| Variance | 3432.9973 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 150 | 8 | 6.8% |
| 200 | 8 | 6.8% |
| 210 | 7 | 6.0% |
| 115 | 5 | 4.3% |
| 175 | 5 | 4.3% |
| 170 | 5 | 4.3% |
| 132 | 4 | 3.4% |
| 120 | 4 | 3.4% |
| 205 | 4 | 3.4% |
| 275 | 4 | 3.4% |
| Other values (47) | 63 |
| Value | Count | Frequency (%) |
| 55 | 1 | 0.9% |
| 92 | 1 | 0.9% |
| 100 | 2 | 1.7% |
| 106 | 1 | 0.9% |
| 110 | 1 | 0.9% |
| 113 | 1 | 0.9% |
| 115 | 5 | |
| 119 | 1 | 0.9% |
| 120 | 4 | |
| 124 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 450 | 1 | 0.9% |
| 345 | 1 | 0.9% |
| 310 | 1 | 0.9% |
| 302 | 1 | 0.9% |
| 300 | 2 | |
| 290 | 1 | 0.9% |
| 275 | 4 | |
| 253 | 1 | 0.9% |
| 250 | 1 | 0.9% |
| 240 | 2 |
wheelbas
Real number (ℝ)
| Distinct | 74 |
|---|---|
| Distinct (%) | 63.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.3265 |
| Minimum | 92.6 |
|---|---|
| Maximum | 138.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 92.6 |
|---|---|
| 5-th percentile | 95.92 |
| Q1 | 102.4 |
| median | 107 |
| Q3 | 111.6 |
| 95-th percentile | 120.14 |
| Maximum | 138.7 |
| Range | 46.1 |
| Interquartile range (IQR) | 9.2 |
Descriptive statistics
| Standard deviation | 8.0505878 |
|---|---|
| Coefficient of variation (CV) | 0.075010255 |
| Kurtosis | 3.2021187 |
| Mean | 107.3265 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | 1.1617449 |
| Sum | 12557.2 |
| Variance | 64.811964 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 112.2 | 6 | 5.1% |
| 102.4 | 4 | 3.4% |
| 107 | 4 | 3.4% |
| 108 | 4 | 3.4% |
| 106.4 | 3 | 2.6% |
| 109 | 3 | 2.6% |
| 103.7 | 3 | 2.6% |
| 107.3 | 3 | 2.6% |
| 113 | 3 | 2.6% |
| 98.9 | 3 | 2.6% |
| Other values (64) | 81 |
| Value | Count | Frequency (%) |
| 92.6 | 2 | |
| 93.1 | 1 | |
| 93.4 | 1 | |
| 94.9 | 1 | |
| 95.2 | 1 | |
| 96.1 | 1 | |
| 96.2 | 1 | |
| 97 | 1 | |
| 97.1 | 1 | |
| 97.2 | 1 |
| Value | Count | Frequency (%) |
| 138.7 | 1 | |
| 138.5 | 1 | |
| 131 | 1 | |
| 127.2 | 1 | |
| 121.5 | 1 | |
| 120.7 | 1 | |
| 120 | 1 | |
| 119 | 1 | |
| 118.1 | 1 | |
| 117.7 | 1 |
width
Real number (ℝ)
| Distinct | 66 |
|---|---|
| Distinct (%) | 56.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.189744 |
| Minimum | 62.6 |
|---|---|
| Maximum | 79.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 62.6 |
|---|---|
| 5-th percentile | 66.5 |
| Q1 | 68.5 |
| median | 70.4 |
| Q3 | 73.6 |
| 95-th percentile | 78.2 |
| Maximum | 79.3 |
| Range | 16.7 |
| Interquartile range (IQR) | 5.1 |
Descriptive statistics
| Standard deviation | 3.5301505 |
|---|---|
| Coefficient of variation (CV) | 0.049587909 |
| Kurtosis | -0.34978062 |
| Mean | 71.189744 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 0.42964929 |
| Sum | 8329.2 |
| Variance | 12.461963 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 66.7 | 6 | 5.1% |
| 74.4 | 5 | 4.3% |
| 70.3 | 5 | 4.3% |
| 68.3 | 4 | 3.4% |
| 69.1 | 4 | 3.4% |
| 69.4 | 4 | 3.4% |
| 72.7 | 4 | 3.4% |
| 66.5 | 3 | 2.6% |
| 70.2 | 3 | 2.6% |
| 71 | 3 | 2.6% |
| Other values (56) | 76 |
| Value | Count | Frequency (%) |
| 62.6 | 1 | 0.9% |
| 65.7 | 1 | 0.9% |
| 66.4 | 3 | |
| 66.5 | 3 | |
| 66.7 | 6 | |
| 66.9 | 1 | 0.9% |
| 67 | 1 | 0.9% |
| 67.1 | 1 | 0.9% |
| 67.3 | 2 | 1.7% |
| 67.7 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 79.3 | 1 | 0.9% |
| 79.1 | 1 | 0.9% |
| 78.8 | 2 | |
| 78.7 | 1 | 0.9% |
| 78.2 | 3 | |
| 76.8 | 2 | |
| 76.6 | 1 | 0.9% |
| 76.4 | 1 | 0.9% |
| 76.1 | 1 | 0.9% |
| 75.7 | 1 | 0.9% |
length
Real number (ℝ)
| Distinct | 102 |
|---|---|
| Distinct (%) | 87.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 187.71795 |
| Minimum | 149.4 |
|---|---|
| Maximum | 224.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 149.4 |
|---|---|
| 5-th percentile | 166.12 |
| Q1 | 177.5 |
| median | 187.8 |
| Q3 | 196.5 |
| 95-th percentile | 209.68 |
| Maximum | 224.5 |
| Range | 75.1 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 13.849926 |
|---|---|
| Coefficient of variation (CV) | 0.07378051 |
| Kurtosis | 0.26477714 |
| Mean | 187.71795 |
| Median Absolute Deviation (MAD) | 9.8 |
| Skewness | 0.067233008 |
| Sum | 21963 |
| Variance | 191.82045 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 186.3 | 4 | 3.4% |
| 174 | 2 | 1.7% |
| 194.8 | 2 | 1.7% |
| 190.2 | 2 | 1.7% |
| 174.4 | 2 | 1.7% |
| 186 | 2 | 1.7% |
| 212 | 2 | 1.7% |
| 200.9 | 2 | 1.7% |
| 176.9 | 2 | 1.7% |
| 174.5 | 2 | 1.7% |
| Other values (92) | 95 |
| Value | Count | Frequency (%) |
| 149.4 | 1 | |
| 152 | 1 | |
| 160.4 | 1 | |
| 163.3 | 2 | |
| 163.8 | 1 | |
| 166.7 | 1 | |
| 167.5 | 1 | |
| 170.5 | 1 | |
| 171 | 1 | |
| 172.3 | 1 |
| Value | Count | Frequency (%) |
| 224.5 | 1 | |
| 224.2 | 1 | |
| 215.3 | 1 | |
| 215 | 1 | |
| 212 | 2 | |
| 209.1 | 1 | |
| 208.5 | 2 | |
| 207.7 | 1 | |
| 207.2 | 1 | |
| 206.8 | 1 |
curb_wgt
Real number (ℝ)
| Distinct | 113 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3240513 |
| Minimum | 1.895 |
|---|---|
| Maximum | 5.115 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1.895 |
|---|---|
| 5-th percentile | 2.3918 |
| Q1 | 2.911 |
| median | 3.34 |
| Q3 | 3.823 |
| 95-th percentile | 4.2536 |
| Maximum | 5.115 |
| Range | 3.22 |
| Interquartile range (IQR) | 0.912 |
Descriptive statistics
| Standard deviation | 0.59717673 |
|---|---|
| Coefficient of variation (CV) | 0.17965328 |
| Kurtosis | -0.10254827 |
| Mean | 3.3240513 |
| Median Absolute Deviation (MAD) | 0.434 |
| Skewness | 0.20850444 |
| Sum | 388.914 |
| Variance | 0.35662005 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.998 | 2 | 1.7% |
| 3.368 | 2 | 1.7% |
| 2.769 | 2 | 1.7% |
| 3.876 | 2 | 1.7% |
| 2.639 | 1 | 0.9% |
| 3.944 | 1 | 0.9% |
| 3.102 | 1 | 0.9% |
| 3.947 | 1 | 0.9% |
| 3.991 | 1 | 0.9% |
| 3.294 | 1 | 0.9% |
| Other values (103) | 103 |
| Value | Count | Frequency (%) |
| 1.895 | 1 | |
| 2.24 | 1 | |
| 2.25 | 1 | |
| 2.332 | 1 | |
| 2.339 | 1 | |
| 2.367 | 1 | |
| 2.398 | 1 | |
| 2.42 | 1 | |
| 2.425 | 1 | |
| 2.452 | 1 |
| Value | Count | Frequency (%) |
| 5.115 | 1 | |
| 4.808 | 1 | |
| 4.52 | 1 | |
| 4.47 | 1 | |
| 4.298 | 1 | |
| 4.288 | 1 | |
| 4.245 | 1 | |
| 4.241 | 1 | |
| 4.133 | 1 | |
| 4.125 | 1 |
fuel_cap
Real number (ℝ)
| Distinct | 45 |
|---|---|
| Distinct (%) | 38.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.812821 |
| Minimum | 10.3 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 10.3 |
|---|---|
| 5-th percentile | 12.42 |
| Q1 | 15.3 |
| median | 17.2 |
| Q3 | 19.8 |
| 95-th percentile | 25.16 |
| Maximum | 32 |
| Range | 21.7 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 3.7946091 |
|---|---|
| Coefficient of variation (CV) | 0.21302685 |
| Kurtosis | 2.3463759 |
| Mean | 17.812821 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.0942601 |
| Sum | 2084.1 |
| Variance | 14.399058 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 18.5 | 11 | 9.4% |
| 20 | 8 | 6.8% |
| 16 | 7 | 6.0% |
| 19 | 7 | 6.0% |
| 17 | 6 | 5.1% |
| 17.5 | 5 | 4.3% |
| 13.2 | 5 | 4.3% |
| 14.5 | 4 | 3.4% |
| 15 | 4 | 3.4% |
| 15.9 | 4 | 3.4% |
| Other values (35) | 56 |
| Value | Count | Frequency (%) |
| 10.3 | 1 | 0.9% |
| 11.9 | 2 | 1.7% |
| 12.1 | 3 | |
| 12.5 | 2 | 1.7% |
| 12.7 | 1 | 0.9% |
| 13.2 | 5 | |
| 13.7 | 1 | 0.9% |
| 14.3 | 1 | 0.9% |
| 14.5 | 4 | |
| 14.6 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 32 | 2 | |
| 26 | 3 | |
| 25.4 | 1 | 0.9% |
| 25.1 | 1 | 0.9% |
| 25 | 1 | 0.9% |
| 24.3 | 1 | 0.9% |
| 23.7 | 1 | 0.9% |
| 23.2 | 1 | 0.9% |
| 22.5 | 1 | 0.9% |
| 22 | 1 | 0.9% |
mpg
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 17.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.117949 |
| Minimum | 15 |
|---|---|
| Maximum | 45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 22 |
| median | 24 |
| Q3 | 26 |
| 95-th percentile | 31.2 |
| Maximum | 45 |
| Range | 30 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.4041637 |
|---|---|
| Coefficient of variation (CV) | 0.18260938 |
| Kurtosis | 3.5622496 |
| Mean | 24.117949 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.91264208 |
| Sum | 2821.8 |
| Variance | 19.396658 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 25 | 17 | |
| 24 | 14 | |
| 22 | 12 | |
| 27 | 11 | |
| 21 | 10 | |
| 23 | 9 | 7.7% |
| 26 | 7 | 6.0% |
| 19 | 6 | 5.1% |
| 33 | 4 | 3.4% |
| 30 | 4 | 3.4% |
| Other values (11) | 23 |
| Value | Count | Frequency (%) |
| 15 | 2 | 1.7% |
| 16 | 3 | 2.6% |
| 17 | 2 | 1.7% |
| 18 | 3 | 2.6% |
| 19 | 6 | |
| 20 | 3 | 2.6% |
| 21 | 10 | |
| 22 | 12 | |
| 23 | 9 | |
| 24 | 14 |
| Value | Count | Frequency (%) |
| 45 | 1 | 0.9% |
| 33 | 4 | 3.4% |
| 32 | 1 | 0.9% |
| 31 | 3 | 2.6% |
| 30 | 4 | 3.4% |
| 29 | 2 | 1.7% |
| 28 | 2 | 1.7% |
| 27 | 11 | |
| 26 | 7 | |
| 25 | 17 |
lnsales
Real number (ℝ)
| Distinct | 112 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4011795 |
| Minimum | -2.207 |
|---|---|
| Maximum | 6.293 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | 1.7% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | -2.207 |
|---|---|
| 5-th percentile | 1.0824 |
| Q1 | 2.819 |
| median | 3.475 |
| Q3 | 4.331 |
| 95-th percentile | 5.4026 |
| Maximum | 6.293 |
| Range | 8.5 |
| Interquartile range (IQR) | 1.512 |
Descriptive statistics
| Standard deviation | 1.3378623 |
|---|---|
| Coefficient of variation (CV) | 0.39335247 |
| Kurtosis | 2.236314 |
| Mean | 3.4011795 |
| Median Absolute Deviation (MAD) | 0.811 |
| Skewness | -0.94595299 |
| Sum | 397.938 |
| Variance | 1.7898756 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.318 | 2 | 1.7% |
| 3.015 | 2 | 1.7% |
| 4.331 | 2 | 1.7% |
| 3.475 | 2 | 1.7% |
| 3.672 | 2 | 1.7% |
| 4.38 | 1 | 0.9% |
| 2.82 | 1 | 0.9% |
| 1.197 | 1 | 0.9% |
| 3.753 | 1 | 0.9% |
| 4.478 | 1 | 0.9% |
| Other values (102) | 102 |
| Value | Count | Frequency (%) |
| -2.207 | 1 | |
| -0.088 | 1 | |
| 0.106 | 1 | |
| 0.247 | 1 | |
| 0.322 | 1 | |
| 0.624 | 1 | |
| 1.197 | 1 | |
| 1.555 | 1 | |
| 1.653 | 1 | |
| 1.656 | 1 |
| Value | Count | Frequency (%) |
| 6.293 | 1 | |
| 5.623 | 1 | |
| 5.513 | 1 | |
| 5.505 | 1 | |
| 5.442 | 1 | |
| 5.425 | 1 | |
| 5.397 | 1 | |
| 5.297 | 1 | |
| 5.203 | 1 | |
| 5.057 | 1 |
partition
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 351 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 117 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 117 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 234 | |
| . | 117 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 234 | |
| Other Punctuation | 117 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 234 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 117 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 351 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 234 | |
| . | 117 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 351 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 234 | |
| . | 117 |
| sales | resale | price | engine_s | horsepow | wheelbas | width | length | curb_wgt | fuel_cap | mpg | lnsales | manufact | type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sales | 1.000 | -0.440 | -0.392 | -0.097 | -0.267 | 0.178 | 0.028 | 0.124 | -0.066 | -0.048 | 0.125 | 1.000 | 0.000 | 0.205 |
| resale | -0.440 | 1.000 | 0.919 | 0.595 | 0.771 | 0.244 | 0.339 | 0.235 | 0.624 | 0.610 | -0.579 | -0.440 | 0.286 | 0.237 |
| price | -0.392 | 0.919 | 1.000 | 0.740 | 0.898 | 0.369 | 0.480 | 0.393 | 0.727 | 0.653 | -0.642 | -0.391 | 0.341 | 0.144 |
| engine_s | -0.097 | 0.595 | 0.740 | 1.000 | 0.858 | 0.554 | 0.710 | 0.639 | 0.848 | 0.751 | -0.796 | -0.096 | 0.240 | 0.237 |
| horsepow | -0.267 | 0.771 | 0.898 | 0.858 | 1.000 | 0.464 | 0.610 | 0.541 | 0.739 | 0.660 | -0.647 | -0.267 | 0.207 | 0.000 |
| wheelbas | 0.178 | 0.244 | 0.369 | 0.554 | 0.464 | 1.000 | 0.701 | 0.874 | 0.753 | 0.661 | -0.470 | 0.178 | 0.000 | 0.396 |
| width | 0.028 | 0.339 | 0.480 | 0.710 | 0.610 | 0.701 | 1.000 | 0.734 | 0.737 | 0.654 | -0.549 | 0.028 | 0.158 | 0.328 |
| length | 0.124 | 0.235 | 0.393 | 0.639 | 0.541 | 0.874 | 0.734 | 1.000 | 0.727 | 0.588 | -0.447 | 0.124 | 0.120 | 0.069 |
| curb_wgt | -0.066 | 0.624 | 0.727 | 0.848 | 0.739 | 0.753 | 0.737 | 0.727 | 1.000 | 0.877 | -0.809 | -0.066 | 0.072 | 0.503 |
| fuel_cap | -0.048 | 0.610 | 0.653 | 0.751 | 0.660 | 0.661 | 0.654 | 0.588 | 0.877 | 1.000 | -0.843 | -0.047 | 0.269 | 0.602 |
| mpg | 0.125 | -0.579 | -0.642 | -0.796 | -0.647 | -0.470 | -0.549 | -0.447 | -0.809 | -0.843 | 1.000 | 0.125 | 0.237 | 0.609 |
| lnsales | 1.000 | -0.440 | -0.391 | -0.096 | -0.267 | 0.178 | 0.028 | 0.124 | -0.066 | -0.047 | 0.125 | 1.000 | 0.135 | 0.160 |
| manufact | 0.000 | 0.286 | 0.341 | 0.240 | 0.207 | 0.000 | 0.158 | 0.120 | 0.072 | 0.269 | 0.237 | 0.135 | 1.000 | 0.406 |
| type | 0.205 | 0.237 | 0.144 | 0.237 | 0.000 | 0.396 | 0.328 | 0.069 | 0.503 | 0.602 | 0.609 | 0.160 | 0.406 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| manufact | model | sales | resale | type | price | engine_s | horsepow | wheelbas | width | length | curb_wgt | fuel_cap | mpg | lnsales | partition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Acura | Integra | 16.919 | 16.360 | 0.0 | 21.500 | 1.8 | 140.0 | 101.2 | 67.3 | 172.4 | 2.639 | 13.2 | 28.0 | 2.828 | 0.0 |
| 1 | Acura | TL | 39.384 | 19.875 | 0.0 | 28.400 | 3.2 | 225.0 | 108.1 | 70.3 | 192.9 | 3.517 | 17.2 | 25.0 | 3.673 | 0.0 |
| 2 | Acura | RL | 8.588 | 29.725 | 0.0 | 42.000 | 3.5 | 210.0 | 114.6 | 71.4 | 196.6 | 3.850 | 18.0 | 22.0 | 2.150 | 0.0 |
| 3 | Audi | A4 | 20.397 | 22.255 | 0.0 | 23.990 | 1.8 | 150.0 | 102.6 | 68.2 | 178.0 | 2.998 | 16.4 | 27.0 | 3.015 | 0.0 |
| 4 | Audi | A6 | 18.780 | 23.555 | 0.0 | 33.950 | 2.8 | 200.0 | 108.7 | 76.1 | 192.0 | 3.561 | 18.5 | 22.0 | 2.933 | 0.0 |
| 5 | Audi | A8 | 1.380 | 39.000 | 0.0 | 62.000 | 4.2 | 310.0 | 113.0 | 74.0 | 198.2 | 3.902 | 23.7 | 21.0 | 0.322 | 0.0 |
| 6 | BMW | 328i | 9.231 | 28.675 | 0.0 | 33.400 | 2.8 | 193.0 | 107.3 | 68.5 | 176.0 | 3.197 | 16.6 | 24.0 | 2.223 | 0.0 |
| 7 | BMW | 528i | 17.527 | 36.125 | 0.0 | 38.900 | 2.8 | 193.0 | 111.4 | 70.9 | 188.0 | 3.472 | 18.5 | 24.8 | 2.864 | 0.0 |
| 8 | Buick | Century | 91.561 | 12.475 | 0.0 | 21.975 | 3.1 | 175.0 | 109.0 | 72.7 | 194.6 | 3.368 | 17.5 | 25.0 | 4.517 | 0.0 |
| 9 | Buick | Regal | 39.350 | 13.740 | 0.0 | 25.300 | 3.8 | 240.0 | 109.0 | 72.7 | 196.2 | 3.543 | 17.5 | 23.0 | 3.672 | 0.0 |
| manufact | model | sales | resale | type | price | engine_s | horsepow | wheelbas | width | length | curb_wgt | fuel_cap | mpg | lnsales | partition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 107 | Toyota | Celica | 33.269 | 15.445 | 0.0 | 16.875 | 1.8 | 140.0 | 102.4 | 68.3 | 170.5 | 2.425 | 14.5 | 31.0 | 3.505 | 0.0 |
| 108 | Toyota | Tacoma | 84.087 | 9.575 | 1.0 | 11.528 | 2.4 | 142.0 | 103.3 | 66.5 | 178.7 | 2.580 | 15.1 | 23.0 | 4.432 | 0.0 |
| 109 | Toyota | RAV4 | 25.106 | 13.325 | 1.0 | 16.888 | 2.0 | 127.0 | 94.9 | 66.7 | 163.8 | 2.668 | 15.3 | 27.0 | 3.223 | 0.0 |
| 110 | Toyota | 4Runner | 68.411 | 19.425 | 1.0 | 22.288 | 2.7 | 150.0 | 105.3 | 66.5 | 183.3 | 3.440 | 18.5 | 23.0 | 4.226 | 0.0 |
| 111 | Toyota | Land Cruiser | 9.835 | 34.080 | 1.0 | 51.728 | 4.7 | 230.0 | 112.2 | 76.4 | 192.5 | 5.115 | 25.4 | 15.0 | 2.286 | 0.0 |
| 112 | Volkswagen | Golf | 9.761 | 11.425 | 0.0 | 14.900 | 2.0 | 115.0 | 98.9 | 68.3 | 163.3 | 2.767 | 14.5 | 26.0 | 2.278 | 0.0 |
| 113 | Volkswagen | Jetta | 83.721 | 13.240 | 0.0 | 16.700 | 2.0 | 115.0 | 98.9 | 68.3 | 172.3 | 2.853 | 14.5 | 26.0 | 4.427 | 0.0 |
| 114 | Volkswagen | Passat | 51.102 | 16.725 | 0.0 | 21.200 | 1.8 | 150.0 | 106.4 | 68.5 | 184.1 | 3.043 | 16.4 | 27.0 | 3.934 | 0.0 |
| 115 | Volkswagen | Cabrio | 9.569 | 16.575 | 0.0 | 19.990 | 2.0 | 115.0 | 97.4 | 66.7 | 160.4 | 3.079 | 13.7 | 26.0 | 2.259 | 0.0 |
| 116 | Volkswagen | GTI | 5.596 | 13.760 | 0.0 | 17.500 | 2.0 | 115.0 | 98.9 | 68.3 | 163.3 | 2.762 | 14.6 | 26.0 | 1.722 | 0.0 |